Search Results for author: Haosheng Zou

Found 3 papers, 1 papers with code

Reward Shaping via Meta-Learning

no code implementations27 Jan 2019 Haosheng Zou, Tongzheng Ren, Dong Yan, Hang Su, Jun Zhu

Reward shaping is one of the most effective methods to tackle the crucial yet challenging problem of credit assignment in Reinforcement Learning (RL).

Meta-Learning Reinforcement Learning (RL)

Understanding Human Behaviors in Crowds by Imitating the Decision-Making Process

no code implementations25 Jan 2018 Haosheng Zou, Hang Su, Shihong Song, Jun Zhu

Crowd behavior understanding is crucial yet challenging across a wide range of applications, since crowd behavior is inherently determined by a sequential decision-making process based on various factors, such as the pedestrians' own destinations, interaction with nearby pedestrians and anticipation of upcoming events.

Collision Avoidance Imitation Learning

The YouTube-8M Kaggle Competition: Challenges and Methods

1 code implementation28 Jun 2017 Haosheng Zou, Kun Xu, Jialian Li, Jun Zhu

We took part in the YouTube-8M Video Understanding Challenge hosted on Kaggle, and achieved the 10th place within less than one month's time.

General Classification Video Classification +1

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